TL;DR 30 sec5 min coredeep dive optional ripwire is a zero-dependency C++23 CLI from Red Hat’s emerging-tech group that gives coding agents ranked call-graph context before they read a repo, and a blast-radius check on what they write. One self-contained binary, offline, installed in one line that also teaches your agent when to use it…. Continue reading
Posts Tagged → code review
How Cloudflare Cut Its Inference Cost by 68%
TL;DR 30 sec6 min coredeep dive optional Cloudflare cut the inference cost of AI code review from $2.43 to $0.77 per review by moving one prompt cache breakpoint, deleting model calls nobody needed, and stepping models and effort down only where quality held. The cache fix alone lifted first-request cache hit rates from 14 to… Continue reading
Claude Code in GitHub Actions: CI Setup
GitHub Actions integration lets Claude Code participate in your pull requests, issues, and scheduled pipelines without leaving GitHub. Tag @claude in a comment, and Claude analyzes your diff, implements features, or posts review findings on the exact lines that changed. This guide covers workflow setup, automated code review, and self-hosted GitHub Enterprise Server differences so… Continue reading
Secure Coding Practices with Claude Code
Secure coding with Claude Code means catching vulnerabilities as code is written, not after it reaches a pull request. The security-guidance plugin reviews Claude’s own changes for injection, unsafe deserialization, and DOM risks, fixing issues in the same session before human reviewers ever see them. Secure Coding: What You’ll Learn Secure coding becomes practical when… Continue reading
Claude Code for Code Review and Pull Requests
Code review is the part of shipping software that everyone respects and almost no one enjoys. Claude Code’s code review feature takes the repetitive burden off your team by running a fleet of specialized agents over every pull request and posting inline findings as comments on the exact lines that need attention. This guide walks… Continue reading